Gold Standard — Kalshi event-market forecaster

A pre-registered, paper-only test of whether an LLM can out-forecast the market's own price. Nothing here places real orders.

Headline scorecard

Resolved
1032
of 150 gate threshold
Brier (ours)
0.227
Brier (market)
0.137
Edge
-0.090
positive = we beat the market
BOTH gates FAIL -- kill, write the post-mortem, keep the track record

By category

CategorynBrier oursBrier mktedgehit
Climate and Weather3460.2600.141-0.11960%
Commodities2890.2160.183-0.03364%
Economics1980.2240.099-0.12569%
Financials640.2150.196-0.01859%
Politics980.1800.060-0.12073%
Science and Technology350.1830.061-0.12266%
World20.0410.000-0.041100%

By context kind

Context kindnBrier oursBrier mktedgehit
fred870.1940.121-0.07471%
news1710.1960.078-0.11872%
none1660.2390.139-0.10158%
nws3230.2570.135-0.12261%
prices2850.2160.180-0.03564%

Calibration

BandnSaid %Actual %
0.5-0.620353%47%
0.6-0.721063%58%
0.7-0.817274%66%
0.8-0.921484%63%
0.9-1.023394%84%

Paper P&L

n_trades=527   total_pnl=$-2540.04   total_fees=$1157.62   win_rate=27%

Open forecasts

TickerCategoryOur pMkt pClose timeRationale
KXLOWTCHI-26SEP26-T55Climate and Weather0.250.012026-09-27T06:00:00ZNWS lows 55F overnight and Saturday night; min above 55 unlikely.
KXLOWTAUS-26SEP26-B66.5Climate and Weather0.020.032026-09-27T06:00:00ZNWS lows 74-75F; 66-67 very unlikely.
KXLOWTAUS-26SEP26-T66Climate and Weather0.010.022026-09-27T06:00:00ZNWS lows 74-75F; below 66 very unlikely.
KXHIGHTSATX-26SEP26-B94.5Climate and Weather0.280.592026-09-27T06:00:00ZNWS Saturday high 93F, mostly cloudy; 94-95 plausible.
KXHIGHMIA-26SEP26-B87.5Climate and Weather0.400.242026-09-27T05:00:00ZNWS Saturday high 87F, sunny then showers.
KXLOWTOKC-26SEP26-T70Climate and Weather0.450.012026-09-27T06:00:00ZNWS lows 71F overnight, 70F Saturday night; storms may cool.
KXLOWTMIN-26SEP26-T58Climate and Weather0.150.012026-09-27T06:00:00ZNWS lows 58F and 56F with rain; minimum above 58 unlikely.
KXLOWTDAL-26SEP26-T73Climate and Weather0.400.012026-09-27T06:00:00ZNWS overnight low 73F, Saturday night 75F; min near threshold.
KXHIGHPHIL-26SEP26-B67.5Climate and Weather0.040.922026-09-27T05:00:00ZNWS Saturday high 63F with rain showers.
KXHIGHPHIL-26SEP26-T68Climate and Weather0.020.062026-09-27T05:00:00ZNWS high 63F with rain; 69+ very unlikely.
KXHIGHNY-26SEP26-B62.5Climate and Weather0.350.272026-09-27T05:00:00ZNWS Saturday high 63F, light rain.
KXHIGHNY-26SEP26-T62Climate and Weather0.350.742026-09-27T05:00:00ZNWS high 63F; rain may hold it to 61 or below.
KXHIGHMIA-26SEP26-B89.5Climate and Weather0.150.542026-09-27T05:00:00ZNWS high 87F; 89-90 needs upside miss.
KXHIGHTBOS-26SEP26-B61.5Climate and Weather0.300.842026-09-27T05:00:00ZNWS Saturday high 60F, patchy fog; 61-62 plausible upside.
KXHIGHTBOS-26SEP26-B63.5Climate and Weather0.080.152026-09-27T05:00:00ZNWS high 60F; 63-64 needs notable upside miss.
KXHIGHTATL-26SEP26-B81.5Climate and Weather0.420.622026-09-27T05:00:00ZNWS Saturday high 81F, sunny.
KXHIGHTATL-26SEP26-B83.5Climate and Weather0.180.232026-09-27T05:00:00ZNWS high 81F; 83-84 needs 2-3F upside miss.
KXHIGHTTTN-26SEP26-B60.5Climate and Weather0.280.012026-09-27T05:00:00ZNo Trenton forecast; nearby NYC/Philly highs 63F with rain.
KXHIGHTTTN-26SEP26-B62.5Climate and Weather0.320.012026-09-27T05:00:00ZNearby NYC/Philly highs forecast 63F; rainy day.
KXHIGHTDC-26SEP26-B67.5Climate and Weather0.330.332026-09-27T05:00:00ZNWS Saturday high 68F with light rain likely.
KXHIGHTDC-26SEP26-T67Climate and Weather0.350.272026-09-27T05:00:00ZNWS high 68F but rain risk could hold it below 67.
KXRAIN-26SEP26-EWRClimate and Weather0.920.992026-09-27T05:00:00ZNYC area light rain likely overnight and Saturday.
KXLOWTPHIL-26SEP26-T59Climate and Weather0.060.012026-09-27T05:00:00ZNWS lows 57F overnight and Saturday night; min above 59 unlikely.
KXLOWTNYC-26SEP26-T54Climate and Weather0.060.162026-09-27T05:00:00ZNWS overnight low 56F, rain keeps temps steady; below 54 unlikely.
KXLOWTNYC-26SEP26-B56.5Climate and Weather0.450.012026-09-27T05:00:00ZNWS overnight low 56F; day minimum likely 55-57.
KXLOWTBOS-26SEP26-B58.5Climate and Weather0.120.012026-09-27T05:00:00ZNWS lows 56-57F; minimum 58-59 less likely.
KXTRUMPENDORSEMENTS-26SEP25-A5Politics0.700.012026-09-26T14:00:00ZMidterm season; Trump usually endorses many candidates weekly.
KXTXERCOTPEAKD-26SEP27-T87000Economics0.010.012026-09-27T04:55:00ZLate-September Saturday peak load well below 87 GW.
KXTXERCOTPEAKD-26SEP27-T88000Economics0.010.012026-09-27T04:55:00ZLate-September Saturday peak load well below 88 GW.
KXRAIN-26SEP26-PHILClimate and Weather0.900.992026-09-27T05:00:00ZNWS shows rain showers Saturday and Saturday night.
KXTEMPNYCHS-26SEP2606-T56.99Climate and Weather0.400.062026-09-26T10:00:00ZNWS overnight low 56F with rain; 6am reading near 56, threshold 57.
KXTEMPMIAH-26SEP2606-T73.99Climate and Weather0.850.982026-09-26T10:00:00ZNWS overnight 75F, mostly clear; 74+ at 6am likely.
KXTEMPMIAH-26SEP2606-T75.99Climate and Weather0.150.012026-09-26T10:00:00ZOvernight forecast 75F; 76+ at 6am needs upside miss.
KXEOWEEK-26SEP12-0Politics0.900.502026-09-26T14:00:00ZTrump almost always signs at least one EO in a given week.
KXWTIW-26SEP2514-T109.99Commodities0.010.012026-09-25T18:30:00ZWTI near 92.87; +18% in hours implausible at 46% vol.
KXWTIW-26SEP2514-T85.00Commodities0.020.012026-09-25T18:30:00ZWTI near 92.87; ~8% drop within hours is roughly 4 sigma.
KXWTI-26SEP2514-T92.99Commodities0.470.502026-09-25T18:30:00ZLatest 92.87 just below threshold; near coin flip with slight edge down.
KXWTI-26SEP2514-T92.49Commodities0.570.592026-09-25T18:30:00ZLatest 92.87 slightly above threshold; modest edge to stay above.

Recent resolutions

TickerOur pMkt pOutcome
KXTEMPMIAH-26SEP2506-T75.990.750.96Yes
KXTEMPMIAH-26SEP2506-T76.990.500.86Yes
KXGOLDD-26SEP2417-T42680.740.39Yes
KXBRENTD-26SEP2417-T1000.400.49Yes
KXBRENTD-26SEP2417-T100.500.350.40No
KXWTI-26SEP2414-T88.990.960.98Yes
KXCBDECISIONMEXICO-26SEP24-H25P0.050.12No
KXCBDECISIONMEXICO-26SEP24-C50P0.050.03No
KXGOLDD-26SEP2417-T42580.820.48Yes
KXJOBLESSCLAIMS-26SEP24-2050000.320.17No
KX30YMORTW-26SEP24-T7.080.150.01No
KX30YMORTW-26SEP24-T6.980.550.89Yes
KXWTI-26SEP2414-T90.990.920.94Yes
KXTEMPMIAH-26SEP2406-T70.990.970.99Yes
KXTEMPCHIHS-26SEP2406-T58.990.620.90Yes
KXJOBLESSCLAIMS-26SEP24-2150000.080.08No
KXBIGGESTQUAKE-23SEP26-5.20.800.98Yes
KXGOLDD-26SEP2317-T43150.850.46No
KXGOLDD-26SEP2317-T43250.800.35No
KXBRENTD-26SEP2317-T970.350.32Yes

Pre-registration (locked before any forecast)

# PREREG.md — pre-registration of the gold-standard Kalshi forecaster

**Registered 2026-07-28 (America/Chicago), before any `source='ai'` forecast row exists.**
The git history is the proof: this file is committed at Phase 5, and the first production
(`source='ai'`) forecast is not created until Phase 7, after this commit. Any change to the rules
below requires a dated amendment appended to the "Amendments" section AND the owner's sign-off — the
original rules above the amendment line are never edited in place.

This is a paper-only research instrument. Nothing here places real orders. Educational / hypothetical.

---

## The pre-registered rules (copied verbatim from PLAN.md "LOCKED decisions")

1. **The model never sees the market price** in its prompt. We are testing independent skill;
   showing the price lets the model echo the crowd and fakes calibration. Log `mkt_p` separately
   at call time. (A later "sees-price" variant may be added as a separate scored segment. Not v1.)
2. **Question selection:** status open, `close_time` ≤ 30 days out, `volume_fp` ≥ 500, bid-ask
   spread ≤ $0.10, category in: Economics, Financials, Commodities, Climate and Weather, Politics,
   Science and Technology, World. Excluded: Sports, Entertainment, Mentions, Crypto, Elections,
   Companies, Social, Health. Max **2 markets per event** (for ladders pick the 2 strikes nearest
   $0.50 mid = nearest the money). Max **40 new forecasts per night**.
3. **One forecast per market**, made at first qualifying sighting, never revised. The model may
   **skip** any question (no informational basis); skips are logged and cost nothing.
4. **Paper trade rule:** fills at the **ask** (not mid). Buy YES if `our_p − yes_ask − fee(yes_ask)
   > 0.02`; buy NO if `(1 − our_p) − no_ask − fee(no_ask) > 0.02`. Kalshi fee per $1 contract:
   `fee(p) = ceil_to_cent(0.07 · p · (1 − p))`. Flat $10 notional per trade, max 1 trade per event.
5. **Scoring:** Brier of `our_p` vs Brier of `mkt_p` (mid at call time) on identical resolved sets,
   segmented by category and by context kind (fred / nws / prices / news / none), plus calibration
   buckets. Voided/unresolvable markets are excluded. Only rows with `source='ai'` count
   (`source='dev'` = build-time tests, never scored).
6. **Gates (evaluate at ≥150 resolved AI forecasts):** skill gate = our Brier < market Brier;
   money gate = paper P&L > 0 net of fees over ≥100 trades. Both pass → owner may fund a real
   bankroll ($500–2k, allowed to go to zero; separate authorization, separate build). Either fails
   → kill, write the post-mortem, keep the track record. Interim peeks fine; no action before n.
7. **Prompt discipline:** `PROMPT_VER` constant logged on every forecast; any prompt change bumps
   it. LOUD failures only: a failed/malformed LLM call writes a `runs` row and stderr; **never**
   silently fall back (market-radar's silent-fallback bug is the cautionary tale).

---

## Exact prompt text (PROMPT_VER = "v1")

The nightly batched call (`brain.py`, `--model sonnet`) emits ONE prompt built from a fixed
preamble plus one block per question. The preamble is **verbatim**:

> You are a calibrated event forecaster. For each question output a probability 0-1 that it
> resolves YES. You have NO market price and must not guess one - reason only from the evidence
> given. If you have no informational basis, set skip=true (this costs nothing and is better than
> a blind guess). Today is {UTC date} (UTC). Output STRICT JSON ONLY: an object mapping each
> ticker to {"p":<0..1>,"why":"<=20 words","skip":<bool>}. No prose outside the JSON.

Each per-question block that follows the preamble contains ONLY: the ticker, the question title,
its sub-title, its resolution rules, and the Phase-2 context pack (external evidence — FRED / NWS /
prices / news — which is itself price-free by construction; `context.py` contains zero Kalshi price
fields). **No market price, bid, ask, or implied probability is ever placed in the prompt.** This is
enforced structurally: `build_prompt()` is a separate pure function and the price fetch lives in
`_fetch_mid()`; a grep proves the string `_dollars` never appears in the prompt path.

If v1 is ever changed, `PROMPT_VER` is bumped (e.g. "v2") and forecasts made under different
versions are scored as separate segments — v1's track record is never retroactively altered.

---

## Gate arithmetic (exactly what `score.py` computes)

Scored set = resolved `forecasts` rows with `source='ai'`, `outcome ∈ {0,1}` (void `-1` and
unresolved `NULL` excluded), and both `our_p` and `mkt_p` populated.

- `brier_ours = mean((our_p − outcome)²)` over the scored set.
- `brier_mkt  = mean((mkt_p − outcome)²)` over the identical set (the crowd's mid at call time).
- `edge = brier_mkt − brier_ours` (positive ⇒ we beat the market; lower Brier is better).
- Paper P&L: over settled `paper_trades` (`pnl` not NULL), `total_pnl = Σ pnl`, `n_trades = count`.
  Per-trade P&L (LOCKED #4 `$1`-contract math, `contracts = $10 / entry_p`,
  `total_fee = contracts · fee(entry_p)`): WIN `pnl = 10·(1/entry_p − 1) − total_fee`;
  LOSS `pnl = −10 − total_fee`; VOID `pnl = 0`.

**Decision (only at `n_resolved ≥ 150`):**
- **skill_gate_pass** ⟺ `n_resolved ≥ 150` AND `brier_ours < brier_mkt`.
- **money_gate_pass** ⟺ `n_trades ≥ 100` AND `total_pnl > 0`.
- **Both pass** → the forecaster has earned a real-bankroll funding decision ($500–2k, may go to
  zero; separate authorization + separate build). **Either fails** → kill it, write the post-mortem,
  keep the documented track record as the durable asset.
- Before `n_resolved = 150`: interim peeks are allowed but **no action is taken** — `score.py`'s
  verdict reads "accruing — N of 150 resolved; no decision yet".

---

## Note on the fee example in PLAN.md

PLAN.md's Phase-4 acceptance line ("fee(0.50) on 20 contracts = $0.70") is an arithmetic slip that
contradicts the LOCKED 0.07 coefficient. The **coefficient is unchanged** (`fee(p) =
ceil_to_cent(0.07·p·(1−p))`, i.e. $0.02/contract at p=0.50). The implemented order fee is
`contracts × fee(entry_p)` = 20 × $0.02 = **$0.40** at the example point. This clarification does not
alter any pre-registered rule; it records the correct arithmetic under the LOCKED formula.

---

## Amendments

(none — the rules above are the original registration. Append dated, owner-signed amendments below
this line; never edit the original rules in place.)